All case studiesSenior construction and development operator

Intelligent AP Automation: Augmenting Locked Legacy Systems

A senior construction operator was bottlenecked by manual invoicing and a rigid legacy system that could not be replaced. We engineered an intelligent AI wrapper around their existing architecture to autonomously drive project timelines, purchase orders, and invoice reconciliation.

Company profileSenior construction and development operator.
Systems in playLocked legacy ERP, project databases, PDF invoices, purchase orders.
EngagementAutonomous invoice matching and approval pipeline.

How the build ran.

The same stepped process we run on every engagement, applied to this company.

01

Map the legacy constraints.

Identify the precise input requirements and limitations of the un-replaceable core legacy system.

02

Deploy the intelligence wrapper.

Build a dynamic project database layer that sits on top of, and securely feeds into, the legacy architecture.

03

Automate reconciliation.

Implement AI to extract, read, and autonomously cross-reference incoming invoice batches against purchase orders.

04

Streamline the approval gate.

Route fully matched and stamped invoices to a singular human checkpoint for final financial authorization.

The architecture, in one picture.

The Sources (Vendor Invoices, Project Timelines, POs) flow into The Shared Company Layer (AI extraction and three-way matching), which feeds the Locked Legacy System and a Single Human Approval Gate.

The sources
Vendor Invoices
Project Timelines
POs

The shared company layer

AI extraction, 3-way matching

What reads from it
Locked Legacy System
Single Human Approval Gate

What changed operationally.

Straight-Through Processing.

Invoice batches arrive perfectly matched and stamped by the system, eliminating manual cross-referencing.

Risk-Free Modernization.

The company achieved cutting-edge operational leverage while retaining the final human call on every payment.

More of the work.

Industrial group architectureArchitecture designedOur own operationInternal productionProperty market terminalVenture buildWhole-company viewIn production

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